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Google Professional-Data-Engineer認定試験は、データエンジニアリングに関連するさまざまな分野における候補者のスキルと知識を評価するために設計されています。この試験は、データ処理アーキテクチャ、データモデリング、データ取り込み、データ変換、およびデータストレージなどのトピックをカバーしています。候補者は、BigQuery、Cloud Storage、およびDataflowを含むGoogle Cloudテクノロジーについても強い理解を持っていることが期待されています。
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Google Professional-Data-Engineer技術問題 & Professional-Data-Engineer試験情報
Professional-Data-Engineer試験問題のヒット率は非常に高く、もちろん合格率も非常に高くなります。製品を選択する前に、独自の合格率を比較しておく必要があります。 Professional-Data-Engineer学習資料は、リストの一番上に表示される必要があります。また、Professional-Data-Engineer学習クイズの合格率は99%です。これは私たちの努力の結果であり、ユーザーへの最高の贈り物です。私たちのProfessional-Data-Engineer学習教材は非常に高い合格率を持つことができ、すべてのメンバーが最初に顧客の概念を支持するのは段階的な結果です。 Professional-Data-Engineerトレーニング準備の試用版を使用する場合は、購入することをお勧めします!
Google Professional-Data-Engineer試験は、Google Cloud Platformが提供するデータ専門家向けの認定試験であり、Google Cloud Platform上でデータ処理システムを設計、構築、および管理する能力を証明したい人々向けに設計されています。この試験は、業界で高く評価され、特にビッグデータを扱いたい人々にとって重要な認定試験です。この試験は、様々なデータエンジニアリングツールや技術に関する候補者の知識をテストし、試験に合格することで、候補者がGoogle Cloud Platform上でデータソリューションを設計・実装するためのスキルと知識を持っていることを証明します。
Google Certified Professional Data Engineer Exam 認定 Professional-Data-Engineer 試験問題 (Q431-Q436):
質問 # 431
In order to securely transfer web traffic data from your computer's web browser to the Cloud Dataproc cluster you should use a(n) _____.
- A. FTP connection
- B. Special browser
- C. VPN connection
- D. SSH tunnel
正解:D
解説:
To connect to the web interfaces, it is recommended to use an SSH tunnel to create a secure connection to the master node.
Reference: https://cloud.google.com/dataproc/docs/concepts/cluster-web- interfaces#connecting_to_the_web_interfaces
質問 # 432
You need to connect multiple applications with dynamic public IP addresses to a Cloud SQL instance. You configured users with strong passwords and enforced the SSL connection to your Cloud SOL instance. You want to use Cloud SQL public IP and ensure that you have secured connections. What should you do?
- A. Add CIDR 0.0.0.0/0 network to Authorized Network. Use Cloud SOL Auth proxy on all applications.
- B. Add all application networks to Authorized Network and regularly update them.
- C. Leave the Authorized Network empty. Use Cloud SQL Auth proxy on all applications.
- D. Add CIDR 0.0.0.0/0 network to Authorized Network. Use Identity and Access Management (1AM) to add users.
正解:C
解説:
To securely connect multiple applications with dynamic public IP addresses to a Cloud SQL instance using public IP, the Cloud SQL Auth proxy is the best solution. This proxy provides secure, authorized connections to Cloud SQL instances without the need to configure authorized networks or deal with IP whitelisting complexities.
Cloud SQL Auth Proxy:
The Cloud SQL Auth proxy provides secure, encrypted connections to Cloud SQL.
It uses IAM permissions and SSL to authenticate and encrypt the connection, ensuring data security in transit.
By using the proxy, you avoid the need to constantly update authorized networks as the proxy handles dynamic IP addresses seamlessly.
Authorized Network Configuration:
Leaving the authorized network empty means no IP addresses are explicitly whitelisted, relying solely on the Auth proxy for secure connections.
This approach simplifies network management and enhances security by not exposing the Cloud SQL instance to public IP ranges.
Dynamic IP Handling:
Applications with dynamic IP addresses can securely connect through the proxy without the need to modify authorized networks.
The proxy authenticates connections using IAM, making it ideal for environments where application IPs change frequently.
Google Data Engineer Reference:
Using Cloud SQL Auth Proxy
Cloud SQL Security Overview
Setting up the Cloud SQL Auth Proxy
By using the Cloud SQL Auth proxy, you ensure secure, authorized connections for applications with dynamic public IPs without the need for complex network configurations.
質問 # 433
You are developing an application that uses a recommendation engine on Google Cloud. Your solution
should display new videos to customers based on past views. Your solution needs to generate labels for
the entities in videos that the customer has viewed. Your design must be able to provide very fast filtering
suggestions based on data from other customer preferences on several TB of data. What should you do?
- A. Build an application that calls the Cloud Video Intelligence API to generate labels. Store data in Cloud
Bigtable, and filter the predicted labels to match the user's viewing history to generate preferences. - B. Build an application that calls the Cloud Video Intelligence API to generate labels. Store data in Cloud
SQL, and join and filter the predicted labels to match the user's viewing history to generate
preferences. - C. Build and train a classification model with Spark MLlib to generate labels. Build and train a second
classification model with Spark MLlib to filter results to match customer preferences. Deploy the
models using Cloud Dataproc. Call the models from your application. - D. Build and train a complex classification model with Spark MLlib to generate labels and filter the results.
Deploy the models using Cloud Dataproc. Call the model from your application.
正解:A
質問 # 434
Your weather app queries a database every 15 minutes to get the current temperature. The frontend is powered by Google App Engine and server millions of users. How should you design the frontend to respond to a database failure?
- A. Issue a command to restart the database servers.
- B. Retry the query every second until it comes back online to minimize staleness of data.
- C. Retry the query with exponential backoff, up to a cap of 15 minutes.
- D. Reduce the query frequency to once every hour until the database comes back online.
正解:C
解説:
Explanation
https://cloud.google.com/sql/docs/mysql/manage-connections#backoff
質問 # 435
Why do you need to split a machine learning dataset into training data and test data?
- A. To allow you to create unit tests in your code
- B. So you can use one dataset for a wide model and one for a deep model
- C. So you can try two different sets of features
- D. To make sure your model is generalized for more than just the training data
正解:D
解説:
The flaw with evaluating a predictive model on training data is that it does not inform you on how well the model has generalized to new unseen data. A model that is selected for its accuracy on the training dataset rather than its accuracy on an unseen test dataset is very likely to have lower accuracy on an unseen test dataset. The reason is that the model is not as generalized. It has specialized to the structure in the training dataset. This is called overfitting.
Reference:
https://machinelearningmastery.com/a-simple-intuition-for-overfitting/
質問 # 436
......
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